diff --git a/showcase/entries/Continuous.re b/showcase/entries/Continuous.re
index 4dba4e73..1d4baeb5 100644
--- a/showcase/entries/Continuous.re
+++ b/showcase/entries/Continuous.re
@@ -24,7 +24,7 @@ let distributions = () =>
       <h2> {"Single-Discrete" |> ReasonReact.string} </h2>
       {setup(
          DistPlusIngredients.make(
-           ~guesstimatorString="mm(5 to 20, floor(normal(20,2)), [.5, .05])",
+           ~guesstimatorString="mm(5 to 20, floor(normal(20,2)), [.5, .5])",
            ~domain=Complete,
            (),
          ),
diff --git a/src/components/charts/DistPlusPlot.re b/src/components/charts/DistPlusPlot.re
index 4a37c99b..c7975bca 100644
--- a/src/components/charts/DistPlusPlot.re
+++ b/src/components/charts/DistPlusPlot.re
@@ -77,6 +77,9 @@ let make = (~distPlus: DistTypes.distPlus) => {
           <th className="px-4 py-2">
             {"Y Integral to Point" |> ReasonReact.string}
           </th>
+          <th className="px-4 py-2">
+            {"Y Integral Total" |> ReasonReact.string}
+          </th>
         </tr>
       </thead>
       <tbody>
@@ -104,12 +107,73 @@ let make = (~distPlus: DistTypes.distPlus) => {
              |> E.Float.with2DigitsPrecision
              |> ReasonReact.string}
           </th>
+        </tr>
+      </tbody>
+    </table>
+    <table className="table-auto">
+      <thead>
+        <tr>
+          <th className="px-4 py-2">
+            {"Y Integral Total" |> ReasonReact.string}
+          </th>
+          <th className="px-4 py-2">
+            {"Continuous Total" |> ReasonReact.string}
+          </th>
+          <th className="px-4 py-2">
+            {"Scaled Continuous Total" |> ReasonReact.string}
+          </th>
+          <th className="px-4 py-2">
+            {"Discrete Total" |> ReasonReact.string}
+          </th>
+          <th className="px-4 py-2">
+            {"Scaled Discrete Total" |> ReasonReact.string}
+          </th>
+        </tr>
+      </thead>
+      <tbody>
+        <tr>
           <th className="px-4 py-2 border ">
             {distPlus
              |> Distributions.DistPlus.T.Integral.sum(~cache=None)
              |> E.Float.with2DigitsPrecision
              |> ReasonReact.string}
           </th>
+          <th className="px-4 py-2 border ">
+            {distPlus
+             |> Distributions.DistPlus.T.toContinuous
+             |> E.O.fmap(
+                  Distributions.Continuous.T.Integral.sum(~cache=None),
+                )
+             |> E.O.fmap(E.Float.with2DigitsPrecision)
+             |> E.O.default("")
+             |> ReasonReact.string}
+          </th>
+          <th className="px-4 py-2 border ">
+            {distPlus
+             |> Distributions.DistPlus.T.toScaledContinuous
+             |> E.O.fmap(
+                  Distributions.Continuous.T.Integral.sum(~cache=None),
+                )
+             |> E.O.fmap(E.Float.with2DigitsPrecision)
+             |> E.O.default("")
+             |> ReasonReact.string}
+          </th>
+          <th className="px-4 py-2 border ">
+            {distPlus
+             |> Distributions.DistPlus.T.toDiscrete
+             |> E.O.fmap(Distributions.Discrete.T.Integral.sum(~cache=None))
+             |> E.O.fmap(E.Float.with2DigitsPrecision)
+             |> E.O.default("")
+             |> ReasonReact.string}
+          </th>
+          <th className="px-4 py-2 border ">
+            {distPlus
+             |> Distributions.DistPlus.T.toScaledDiscrete
+             |> E.O.fmap(Distributions.Discrete.T.Integral.sum(~cache=None))
+             |> E.O.fmap(E.Float.with2DigitsPrecision)
+             |> E.O.default("")
+             |> ReasonReact.string}
+          </th>
         </tr>
       </tbody>
     </table>
diff --git a/src/distributions/Distributions.re b/src/distributions/Distributions.re
index aa9851ab..61aa25fe 100644
--- a/src/distributions/Distributions.re
+++ b/src/distributions/Distributions.re
@@ -191,21 +191,6 @@ module Mixed = {
     discreteProbabilityMassFraction,
   };
 
-  let clean = (t: DistTypes.mixedShape): option(DistTypes.shape) => {
-    switch (t) {
-    | {
-        continuous: {xyShape: {xs: [||], ys: [||]}},
-        discrete: {xs: [||], ys: [||]},
-      } =>
-      None
-    | {continuous, discrete: {xs: [||], ys: [||]}} =>
-      Some(Continuous(continuous))
-    | {continuous: {xyShape: {xs: [||], ys: [||]}}, discrete} =>
-      Some(Discrete(discrete))
-    | shape => Some(Mixed(shape))
-    };
-  };
-
   // todo: Put into scaling module
   let scaleDiscreteFn =
       ({discreteProbabilityMassFraction}: DistTypes.mixedShape, f) =>
diff --git a/src/distributions/MixedShapeBuilder.re b/src/distributions/MixedShapeBuilder.re
index cd4e4ca3..feab0ad6 100644
--- a/src/distributions/MixedShapeBuilder.re
+++ b/src/distributions/MixedShapeBuilder.re
@@ -21,16 +21,21 @@ let buildSimple = (~continuous, ~discrete): option(DistTypes.shape) => {
       Distributions.Discrete.T.Integral.sum(~cache=None, discrete);
     let discrete =
       Distributions.Discrete.T.scaleToIntegralSum(~intendedSum=1.0, discrete);
-    let foobar =
+    let continuous =
+      Distributions.Continuous.T.scaleToIntegralSum(
+        ~intendedSum=1.0,
+        continuous,
+      );
+    let mixedDist =
       Distributions.Mixed.make(
         ~continuous,
         ~discrete,
         ~discreteProbabilityMassFraction,
-      )
-      |> Distributions.Mixed.clean;
-    foobar;
+      );
+    Some(Mixed(mixedDist));
   };
 };
+
 let build = (~continuous, ~discrete, ~assumptions) =>
   switch (assumptions) {
   | {